{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Quick Demo of Interactive Deep Colorization\n",
    "\n",
    "This iPython Notebook gives a quick demonstration of our system, and requires a working installation of Caffe. For the full demo with our user interface, see the README of this repository (QT installation is required)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
      "  warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ColorizeImageCaffe instantiated\n",
      "gpu_id = 0, net_path = ./models/reference_model/deploy_nodist.prototxt, model_path = ./models/reference_model/model.caffemodel\n"
     ]
    }
   ],
   "source": [
    "from data import colorize_image as CI\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# Choose gpu to run the model on\n",
    "gpu_id = 0\n",
    "\n",
    "# Initialize colorization class\n",
    "colorModel = CI.ColorizeImageCaffe(Xd=256)\n",
    "\n",
    "# Load the model\n",
    "colorModel.prep_net(gpu_id,'./models/reference_model/deploy_nodist.prototxt','./models/reference_model/model.caffemodel')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load an image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Load the image\n",
    "colorModel.load_image('./test_imgs/mortar_pestle.jpg') # load an image"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Default prediction\n",
    "\n",
    "First, let's see what the model produces when given no user points. It is performing automatic colorization."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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G1DrhWrJ2+vRpZmdn8wbW+ox5npdvg/FFO3LkSE/Zlf9YhQqrh4tdLzA/P1O9ozAkjmNS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\n5OFiXQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3a57cafdd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask = np.zeros((1,256,256)) # giving no user points, so mask is all 0's\n",
    "input_ab = np.zeros((2,256,256)) # ab values of user points, default to 0 for no input\n",
    "img_out = colorModel.net_forward(input_ab,mask) # run model, returns 256x256 image\n",
    "\n",
    "img_gray_fullres = colorModel.get_img_gray_fullres() # get grayscale image at fullresolution\n",
    "img_out_fullres = colorModel.get_img_fullres() # get image at full resolution\n",
    "\n",
    "# show result\n",
    "plt.figure(figsize=(7,3))\n",
    "plt.imshow(np.concatenate((img_gray_fullres,img_out_fullres),axis=1)); plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Adding user inputs\n",
    "\n",
    "Let's now add the ability to add user inputs. Function ```put_point()```, defined below, will add user input of color ```val``` at location ```loc``` with size ```(2p+1)x(2p+1)```."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def put_point(input_ab,mask,loc,p,val):\n",
    "    # input_ab    2x256x256    current user ab input (will be updated)\n",
    "    # mask        1x256x256    binary mask of current user input (will be updated)\n",
    "    # loc         2 tuple      (h,w) of where to put the user input\n",
    "    # p           scalar       half-patch size\n",
    "    # val         2 tuple      (a,b) value of user input\n",
    "    input_ab[:,loc[0]-p:loc[0]+p+1,loc[1]-p:loc[1]+p+1] = np.array(val)[:,np.newaxis,np.newaxis]\n",
    "    mask[:,loc[0]-p:loc[0]+p+1,loc[1]-p:loc[1]+p+1] = 1\n",
    "    return (input_ab,mask)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we will add a single blue point in the middle of the image, and see what the network predicts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/dist-packages/scipy/ndimage/interpolation.py:571: RuntimeWarning: invalid value encountered in true_divide\n",
      "  zoom = (numpy.array(input.shape) - 1) / zoom_div\n"
     ]
    },
    {
     "data": {
      "image/png": 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3q+OFLtzkaXUvbe5P24H6DDQUB5bZKGc3YWlyKHfJnaNzx7tEkm6JD0bg8Xg8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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3a706461d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# initialize with no user inputs\n",
    "input_ab = np.zeros((2,256,256))\n",
    "mask = np.zeros((1,256,256))\n",
    "\n",
    "# add a blue point in the middle of the image\n",
    "(input_ab,mask) = put_point(input_ab,mask,[135,160],3,[23,-69])\n",
    "\n",
    "# call forward\n",
    "img_out = colorModel.net_forward(input_ab,mask)\n",
    "\n",
    "# get mask, input image, and result in full resolution\n",
    "mask_fullres = colorModel.get_img_mask_fullres() # get input mask in full res\n",
    "img_in_fullres = colorModel.get_input_img_fullres() # get input image in full res\n",
    "img_out_fullres = colorModel.get_img_fullres() # get image at full resolution\n",
    "\n",
    "# show user input, along with output\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.imshow(np.concatenate((mask_fullres,img_in_fullres,img_out_fullres),axis=1));\n",
    "plt.title('Mask of user points / Input grayscale with user points / Output olorization')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The cup is blue! However, the result above has some leakage into the inside of the cup. Let's clean it up by placing a gray point inside of the cup."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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1DN3KVLR9ENfKKRJqnM+spgZVOnZrwoM0bZX77Mkg9TDoGlLS9k11OTboVYvw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rT2SAzEqaXTTWi2erR7KUtLZ2h3YpqtDmvrHdqdHqutLhdXu8QmoNmO6SVgdUhiGyRG0+rF9Ajp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\n3qYLW2cu1N8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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f39b6b4ef10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# add a gray point in the inside of the cup\n",
    "(input_ab,mask) = put_point(input_ab,mask,[100,160],3,[0,0])\n",
    "\n",
    "# call forward\n",
    "img_out = colorModel.net_forward(input_ab,mask)\n",
    "\n",
    "# get mask, input image, and result in full resolution\n",
    "mask_fullres = colorModel.get_img_mask_fullres() # get input mask in full res\n",
    "img_in_fullres = colorModel.get_input_img_fullres() # get input image in full res\n",
    "img_out_fullres = colorModel.get_img_fullres() # get image at full resolution\n",
    "\n",
    "# show user input, along with output\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.imshow(np.concatenate((mask_fullres,img_in_fullres,img_out_fullres),axis=1));\n",
    "plt.title('Mask of user points / Input grayscale with user points / Output olorization')\n",
    "plt.axis('off');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
